Dele Alli gave Spurs the lead at the Hawthorns after 15 minutes.
Seven minutes before half time, the England international's opener was canceled out by James McClean - his first goal for West Brom.
McClean, coming inside from his berth on the left wing, got on the end of a Darren Fletcher cross with a bullet header to give Hugo Lloris no chance.